Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: PLG

Gene summary for PLG

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PLG

Gene ID

5340

Gene nameplasminogen
Gene AliasHAE4
Cytomap6q26
Gene Typeprotein-coding
GO ID

GO:0006508

UniProtAcc

P00747


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
5340PLGNAFLD1HumanLiverNAFLD2.69e-161.45e+00-0.04
5340PLGS41HumanLiverCirrhotic2.20e-088.92e-01-0.0343
5340PLGS42HumanLiverHCC2.55e-036.10e-01-0.0103
5340PLGS43HumanLiverCirrhotic1.65e-061.62e-01-0.0187
5340PLGHCC1_MengHumanLiverHCC6.67e-1154.79e-010.0246
5340PLGHCC2_MengHumanLiverHCC2.59e-11-3.90e-010.0107
5340PLGcirrhotic1HumanLiverCirrhotic1.79e-09-3.46e-010.0202
5340PLGcirrhotic2HumanLiverCirrhotic4.94e-10-2.99e-010.0201
5340PLGcirrhotic3HumanLiverCirrhotic1.53e-03-3.62e-010.0215
5340PLGHCC1HumanLiverHCC2.47e-445.98e+000.5336
5340PLGHCC2HumanLiverHCC1.05e-263.63e+000.5341
5340PLGPt13.aHumanLiverHCC6.81e-09-1.08e-010.021
5340PLGPt13.bHumanLiverHCC8.49e-09-2.65e-010.0251
5340PLGPt14.aHumanLiverHCC1.55e-061.26e-020.0169
5340PLGPt14.bHumanLiverHCC1.33e-08-3.04e-020.018
5340PLGPt14.dHumanLiverHCC8.30e-07-1.70e-010.0143
5340PLGS016HumanLiverHCC4.69e-10-3.51e-010.2243
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
LiverThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:00706131LiverHCCregulation of protein processing37/795865/187231.33e-024.77e-0237
GO:004586220Oral cavityOSCCpositive regulation of proteolysis236/7305372/187236.53e-221.38e-19236
GO:005160410Oral cavityOSCCprotein maturation170/7305294/187233.97e-111.28e-09170
GO:00164856Oral cavityOSCCprotein processing121/7305225/187234.56e-065.23e-05121
GO:19033172Oral cavityOSCCregulation of protein maturation36/730567/187231.01e-023.51e-0236
GO:00706132Oral cavityOSCCregulation of protein processing35/730565/187231.07e-023.64e-0235
GO:0045862110Oral cavityLPpositive regulation of proteolysis165/4623372/187235.40e-178.46e-15165
GO:005160416Oral cavityLPprotein maturation122/4623294/187231.37e-107.72e-09122
GO:001648513Oral cavityLPprotein processing83/4623225/187232.87e-054.52e-0483
GO:190331711Oral cavityLPregulation of protein maturation29/462367/187236.51e-045.90e-0329
GO:007061311Oral cavityLPregulation of protein processing28/462365/187238.77e-047.59e-0328
GO:00316383Oral cavityLPzymogen activation26/462360/187231.19e-039.62e-0326
GO:004586229SkincSCCpositive regulation of proteolysis169/4864372/187232.43e-162.21e-14169
GO:005160419SkincSCCprotein maturation117/4864294/187231.27e-072.93e-06117
GO:00164858SkincSCCprotein processing79/4864225/187231.43e-039.02e-0379
GO:0045862113ThyroidPTCpositive regulation of proteolysis198/5968372/187236.68e-186.91e-16198
GO:005160420ThyroidPTCprotein maturation132/5968294/187231.71e-062.39e-05132
GO:00164859ThyroidPTCprotein processing95/5968225/187236.60e-044.15e-0395
GO:00107554ThyroidPTCregulation of plasminogen activation9/596813/187236.33e-032.79e-029
GO:004586234ThyroidATCpositive regulation of proteolysis202/6293372/187231.07e-169.42e-15202
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04610LiverNAFLDComplement and coagulation cascades35/104386/84652.48e-112.04e-091.64e-0935
hsa046101LiverNAFLDComplement and coagulation cascades35/104386/84652.48e-112.04e-091.64e-0935
hsa046102LiverCirrhoticComplement and coagulation cascades48/253086/84654.41e-075.44e-063.35e-0648
hsa0516410LiverCirrhoticInfluenza A66/2530171/84658.56e-032.91e-021.79e-0266
hsa046103LiverCirrhoticComplement and coagulation cascades48/253086/84654.41e-075.44e-063.35e-0648
hsa0516411LiverCirrhoticInfluenza A66/2530171/84658.56e-032.91e-021.79e-0266
hsa046104LiverHCCComplement and coagulation cascades57/402086/84653.19e-041.45e-038.04e-0457
hsa0516421LiverHCCInfluenza A101/4020171/84651.41e-035.07e-032.82e-03101
hsa046105LiverHCCComplement and coagulation cascades57/402086/84653.19e-041.45e-038.04e-0457
hsa0516431LiverHCCInfluenza A101/4020171/84651.41e-035.07e-032.82e-03101
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
PLGF2RPLG_F2RPARsLiverHealthy
PLGPARD3PLG_PARD3PARsLiverHealthy
PLGF2RPLG_F2RPARsLiverPrecancer
PLGPARD3PLG_PARD3PARsLiverPrecancer
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
PLGSNVMissense_Mutationnovelc.871N>Tp.Val291Leup.V291LP00747protein_codingtolerated(0.3)benign(0.003)TCGA-3C-AAAU-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyzoladexSD
PLGSNVMissense_Mutationnovelc.1833N>Cp.Leu611Phep.L611FP00747protein_codingdeleterious(0)probably_damaging(0.999)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
PLGSNVMissense_Mutationnovelc.22C>Ap.Leu8Ilep.L8IP00747protein_codingtolerated(0.05)benign(0.368)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PLGSNVMissense_Mutationc.1993N>Cp.Asp665Hisp.D665HP00747protein_codingdeleterious(0)probably_damaging(1)TCGA-AN-A0XW-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
PLGSNVMissense_Mutationnovelc.1670N>Cp.Val557Alap.V557AP00747protein_codingdeleterious(0)benign(0.411)TCGA-AR-A2LJ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinSD
PLGSNVMissense_Mutationnovelc.866T>Gp.Val289Glyp.V289GP00747protein_codingdeleterious(0)possibly_damaging(0.897)TCGA-B6-A0I5-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PLGSNVMissense_Mutationc.747N>Ap.Asp249Glup.D249EP00747protein_codingtolerated(0.05)benign(0.167)TCGA-BH-A0BP-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PLGSNVMissense_Mutationnovelc.866T>Gp.Val289Glyp.V289GP00747protein_codingdeleterious(0)possibly_damaging(0.897)TCGA-BH-A0HO-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
PLGSNVMissense_Mutationc.1078G>Ap.Glu360Lysp.E360KP00747protein_codingtolerated(0.1)benign(0.345)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
PLGSNVMissense_Mutationnovelc.288N>Tp.Lys96Asnp.K96NP00747protein_codingdeleterious(0)possibly_damaging(0.906)TCGA-E2-A2P5-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyarimidexPD
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
5340PLGDRUGGABLE GENOME, ENZYME, CELL SURFACE, PROTEASEUROKINASEUROKINASE
5340PLGDRUGGABLE GENOME, ENZYME, CELL SURFACE, PROTEASEALTEPLASEALTEPLASE
5340PLGDRUGGABLE GENOME, ENZYME, CELL SURFACE, PROTEASEALTEPLASEALTEPLASE
5340PLGDRUGGABLE GENOME, ENZYME, CELL SURFACE, PROTEASEDESMOTEPLASEDESMOTEPLASE
5340PLGDRUGGABLE GENOME, ENZYME, CELL SURFACE, PROTEASEReteplaseRETEPLASE
5340PLGDRUGGABLE GENOME, ENZYME, CELL SURFACE, PROTEASENYSTATINNYSTATIN7721938
5340PLGDRUGGABLE GENOME, ENZYME, CELL SURFACE, PROTEASEANISTREPLASEANISTREPLASE
5340PLGDRUGGABLE GENOME, ENZYME, CELL SURFACE, PROTEASERETEPLASERETEPLASE
5340PLGDRUGGABLE GENOME, ENZYME, CELL SURFACE, PROTEASEBORTEZOMIBBORTEZOMIB20875739
5340PLGDRUGGABLE GENOME, ENZYME, CELL SURFACE, PROTEASEANTIDEPRESSANTS16890384
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